Cut and Learn for Unsupervised Object Detection and Instance Segmentation

facebookresearch/cutler 26 Jan 2023

We propose Cut-and-LEaRn (CutLER), a simple approach for training unsupervised object detection and segmentation models.

Instance Segmentation object-detection +2

202
1.68 stars / hour

Fine-Tuning Language Models from Human Preferences

lvwerra/trl 18 Sep 2019

Most work on reward learning has used simulated environments, but complex information about values is often expressed in natural language, and we believe reward learning for language is a key to making RL practical and safe for real-world tasks.

Language Modelling

1,271
1.42 stars / hour

Generating Sequences With Recurrent Neural Networks

sjvasquez/handwriting-synthesis 4 Aug 2013

This paper shows how Long Short-term Memory recurrent neural networks can be used to generate complex sequences with long-range structure, simply by predicting one data point at a time.

Language Modelling Text Generation

2,004
1.26 stars / hour

Learning the Beauty in Songs: Neural Singing Voice Beautifier

MoonInTheRiver/DiffSinger ACL 2022

Furthermore, we propose a latent-mapping algorithm in the latent space to convert the amateur vocal tone to the professional one.

Dynamic Time Warping

1,638
1.18 stars / hour

InstructPix2Pix: Learning to Follow Image Editing Instructions

timothybrooks/instruct-pix2pix 17 Nov 2022

We propose a method for editing images from human instructions: given an input image and a written instruction that tells the model what to do, our model follows these instructions to edit the image.

Language Modelling Text-based Image Editing +1

2,793
1.17 stars / hour

Text2LIVE: Text-Driven Layered Image and Video Editing

omerbt/Text2LIVE 5 Apr 2022

Given an input image or video and a target text prompt, our goal is to edit the appearance of existing objects (e. g., object's texture) or augment the scene with visual effects (e. g., smoke, fire) in a semantically meaningful manner.

424
1.08 stars / hour

SNAKE: Shape-aware Neural 3D Keypoint Field

zhongcl-thu/snake 3 Jun 2022

Detecting 3D keypoints from point clouds is important for shape reconstruction, while this work investigates the dual question: can shape reconstruction benefit 3D keypoint detection?

Keypoint Detection

191
1.00 stars / hour

VIBUS: Data-efficient 3D Scene Parsing with VIewpoint Bottleneck and Uncertainty-Spectrum Modeling

air-discover/vibus 20 Oct 2022

In the first stage, we perform self-supervised representation learning on unlabeled points with the proposed Viewpoint Bottleneck loss function.

Representation Learning Scene Parsing

156
0.99 stars / hour

BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

microsoft/biogpt 19 Oct 2022

Pre-trained language models have attracted increasing attention in the biomedical domain, inspired by their great success in the general natural language domain.

Document Classification Language Modelling +3

206
0.89 stars / hour

On the Expressive Power of Geometric Graph Neural Networks

chaitjo/geometric-gnn-dojo 23 Jan 2023

The expressive power of Graph Neural Networks (GNNs) has been studied extensively through the Weisfeiler-Leman (WL) graph isomorphism test.

167
0.79 stars / hour